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New PDB Depositions vs. Their Blind AlphaFold Predictions — A Running Test of “Is Folding Solved?”

Release week 2022-02-02

79
structures analysed (19 full · 24.1%)
22.5%
confidently wrong
11.3%
novel sequences
00.0%
novel & wrong
0.951
median TM-score

Zoomed into the red "confidently wrong" box above (pLDDT ≥ 70, TM < 0.5) — the structures AlphaFold got confidently wrong.

The worst offenders ranked, one row per protein (AlphaFold has one model per sequence, so repeat depositions are collapsed — “×N” marks how many structures of that protein exist; the worst is shown). Each row joins what AlphaFold claimed (blue, pLDDT/100) to what the experiment showed (red, TM-score) — the longer the bar, the bigger the miss. Hover a dot to preview its Cα-deviation ribbon; click to open the full entry.

How to read this

Every point is one experimental protein structure. The horizontal axis is AlphaFold's own confidence in its prediction (mean pLDDT, 0–100). The vertical axis is how well that blind prediction actually matches the experiment (TM-score, 0–1; above 0.5 means the same fold, above 0.9 near-identical). Marker size grows with the FRAUD score (confidence-weighted error).

Cutoff: the shaded red box is the "confidently wrong" zone — AlphaFold was confident (mean pLDDT above 70) yet the fold is wrong (TM-score below 0.5). A predictor that had truly solved folding would leave that box empty.

Take-home: 2 of 79 structures (2.5%) are confidently wrong; median TM-score is 0.951.

Read moreShow less — how each metric is calculated

TM-score: how similar the two 3D shapes are overall, 0–1 (a random pair scores ~0.17, an identical fold ~1). Length-normalised so large and small proteins compare fairly. TM = (1/L) Σᵢ 1/(1 + (dᵢ/d₀)²) — dᵢ is the gap between the i-th aligned Cα atoms after best-fit superposition, and d₀ = 1.24(L−15)^⅓ − 1.8 sets the distance scale for length L. Ref: Zhang & Skolnick, Proteins 2004 doi:10.1002/prot.20264; computed with TM-align, doi:10.1093/nar/gki524.

pLDDT: AlphaFold's own confidence in each residue, 0–100 (higher = surer). It is the model predicting its own accuracy before ever seeing the experiment. We plot the per-structure mean. pLDDT = (1/N) Σᵢ pLDDTᵢ, where pLDDTᵢ is the network's confidence output for residue i.

FRAUD score: the headline number — how wrong the prediction was, weighted by how confident AlphaFold was, so a big error it was sure about counts most. FRAUD = (1/N) Σᵢ (pLDDTᵢ/100) · min(Δᵢ,15)/15, where Δᵢ is residue i's Cα distance from the experiment (Å) after superposition, capped at 15 Å. Runs 0 (perfect) to 1.

Novelty: how little AlphaFold had to go on — 100 minus the highest sequence identity between this protein and any structure released before the 2018-04-30 training cutoff. High = genuinely unseen (100% = nothing similar was ever in the training set). novelty = 100 − maxₚ identity(s, p) over pre-cutoff PDB chains p, with identity = 100 × (matching aligned residues)/(alignment length), from an MMseqs2 search.

Homology: the point colour. High novelty (above 70%) flags the sequence as novel (amber) — AlphaFold had no close template; otherwise a pre-cutoff homolog existed (blue) it could have learned the fold from. novel ⇔ novelty > 70%.

What the metrics mean

TM-score (0–1): overall fold match — above 0.5 is the same fold, above 0.9 near-identical. Cα-RMSD (Å): average backbone distance after best-fit superposition — lower is better (under 2 Å is excellent). lDDT (0–1): local accuracy measured without superposition — above 0.8 is good. Each bar counts how many structures fall in that range.

Take-home: median TM-score 0.951 — most predictions match the experimental fold well, with a long tail that do not.

Read moreShow less — how each metric is calculated

TM-score: overall shape match, 0–1 (above 0.5 = same fold, above 0.9 near-identical), length-normalised. TM = (1/L) Σᵢ 1/(1 + (dᵢ/d₀)²) with dᵢ the aligned-Cα gap after superposition and d₀ = 1.24(L−15)^⅓ − 1.8. Ref: Zhang & Skolnick, Proteins 2004 doi:10.1002/prot.20264.

Cα-RMSD: the average straight-line distance between matching backbone Cα atoms once the two structures are best-fit superposed (Å; lower is better, under ~2 Å excellent). RMSD = √( (1/N) Σᵢ |Pᵢ − (R·Qᵢ + t)|² ), with Pᵢ/Qᵢ the experimental/model Cα coordinates and R,t the rotation and translation from Kabsch superposition.

lDDT: local accuracy with no superposition — the fraction of short-range inter-residue distances the model reproduces, so it is not fooled by a single wrongly-placed domain. lDDT = (1/N) Σᵢ ¼ Σ_t 1[ |d_exp − d_model| < t ] over thresholds t ∈ {0.5, 1, 2, 4} Å and all residue pairs within 15 Å.

Trend over time

The blue line is the mean TM-score of the structures by their deposit month; the red bars count how many were confidently wrong. Binning by deposit date (rather than by when we processed them) gives an even timeline, tracking whether AlphaFold's accuracy on newly-deposited structures is holding steady, improving, or slipping as the PDB keeps growing. Months with fewer than 5 structures are omitted so each point is a meaningful average. A dashed trend line is drawn only if the change over time is statistically significant.

Read moreShow less — how each metric is calculated

Mean TM-score: the month's average shape-match score. TM̄ = (1/M) Σ TM over the M structures deposited that month.

Trend line: a monotonic-trend test over the monthly means — Mann-Kendall (Kendall's τ) for significance, with a robust Theil-Sen slope for the line. Rank-based, so it tolerates the skewed TM distribution and noisy low-count months. Shown only when p < 0.05; otherwise a note reports that no significant trend was found.

Confidently wrong: the count that were both confident and wrong. count( mean pLDDT > 70 AND TM < 0.5 ).

Matched structures

PDBUniProtProteinMethodÅDeposited Novelty %pLDDTTMlDDTGDT_TSRMSDFRAUDFlag
7PG3_A P06213 Isoform Short of Insulin receptor EM 7.30 2021-08-12 0.20 88.39 0.50 0.79 0.19 19.49 0.84 wrong
7PG0_A P06213 Isoform Short of Insulin receptor EM 7.60 2021-08-12 0.20 88.39 0.50 0.74 0.32 18.95 0.83 ok
7PG4_A P06213 Isoform Short of Insulin receptor EM 9.10 2021-08-12 0.20 88.39 0.51 0.75 0.19 18.52 0.83 ok
7PG2_A P06213 Isoform Short of Insulin receptor EM 6.70 2021-08-12 0.20 88.39 0.50 0.77 0.48 18.07 0.82 ok
7SII_A Q86WV6 Stimulator of interferon genes protein EM 3.45 2021-10-14 0.50 89.11 0.58 0.83 3.94 19.15 0.77 ok
7QID_A P06213 Insulin receptor EM 5.00 2021-12-14 0.20 84.14 0.52 0.67 2.57 19.34 0.68 ok
7QDS_A Q15477 Helicase SKI2W EM 3.80 2021-11-30 61.70 62.62 0.42 0.67 0.32 26.30 0.58 ok
7QID_B P06213 Isoform Short of Insulin receptor EM 5.00 2021-12-14 0.00 78.79 0.46 0.45 11.86 19.58 0.49 wrong
7QDS_B Q6PGP7 Tetratricopeptide repeat protein 37 EM 3.80 2021-11-30 86.00 0.76 0.21 ok
7QDR_B Q6PGP7 Tetratricopeptide repeat protein 37 EM 3.70 2021-11-29 86.00 0.76 0.21 ok
7QID_F P01308 Insulin EM 5.00 2021-12-14 0.00 48.25 0.31 0.57 32.50 5.15 0.15 ok
7PG3_C P01308 Insulin EM 7.30 2021-08-12 0.00 51.25 0.27 0.54 45.24 4.98 0.14 ok
7PG4_C P01308 Insulin EM 9.10 2021-08-12 0.00 51.25 0.26 0.52 47.62 4.70 0.13 ok
7PG0_C P01308 Insulin EM 7.60 2021-08-12 0.00 51.25 0.30 0.49 51.19 4.85 0.13 ok
7QDR_A Q15477 Helicase SKI2W EM 3.70 2021-11-29 80.69 0.84 0.13 ok
7PG2_C P01308 Insulin EM 6.70 2021-08-12 0.00 51.25 0.29 0.53 46.43 4.51 0.13 ok
7QID_E P01308 Insulin EM 5.00 2021-12-14 0.00 51.25 0.18 0.53 45.24 4.30 0.13 ok
7Q4R_A P0DMV8 Heat shock 70 kDa protein 1A X-ray 1.79 2021-11-02 88.88 0.87 0.12 ok
7PG4_D P01308 Insulin EM 9.10 2021-08-12 0.00 49.27 0.35 0.58 45.00 3.88 0.11 ok
7PG3_D P01308 Insulin EM 7.30 2021-08-12 0.00 49.27 0.34 0.62 47.00 3.91 0.11 ok
7PG0_D P01308 Insulin EM 7.60 2021-08-12 0.00 49.27 0.40 0.59 47.00 3.94 0.11 ok
7OPO_A P51812 Ribosomal protein S6 kinase alpha-3 X-ray 2.75 2021-06-01 76.19 0.85 0.11 ok
7PG2_D P01308 Insulin EM 6.70 2021-08-12 0.00 49.27 0.33 0.66 47.00 3.74 0.11 ok
7SID_B O60934 Nibrin EM 2.53 2021-10-13 100.00 novel 74.28 0.52 0.72 77.50 2.16 0.09 ok
7QUF_A Q9UEE5 Serine/threonine-protein kinase 17A X-ray 2.60 2022-01-17 75.06 0.90 0.07 ok
7VJV_A Q3KRA9 Alpha-ketoglutarate-dependent dioxygenase X-ray 1.75 2021-09-29 91.06 0.92 0.07 ok
7QUE_A Q9UEE5 Serine/threonine-protein kinase 17A X-ray 2.40 2022-01-17 75.06 0.91 0.07 ok
7DXG_A Q9Y210 Short transient receptor potential channel EM 2.90 2021-01-18 76.69 0.92 0.06 ok
7O0C_A O15305 Phosphomannomutase 2 X-ray 2.80 2021-03-26 96.44 0.94 0.06 ok
7O5Z_A O15305 Phosphomannomutase 2 X-ray 2.07 2021-04-09 96.44 0.94 0.05 ok
7O1B_A O15305 Phosphomannomutase 2 X-ray 3.08 2021-03-29 96.44 0.95 0.05 ok
7OPM_A P28482 Mitogen-activated protein kinase 1 X-ray 2.45 2021-06-01 90.38 0.94 0.05 ok
7O58_A O15305 Phosphomannomutase 2 X-ray 1.97 2021-04-08 96.44 0.95 0.05 ok
7OJE_B P0CG47 Polyubiquitin-B X-ray 2.05 2021-05-14 93.44 0.95 0.05 ok
7WIN_A Q9UIF8 Bromodomain adjacent to zinc finger domain X-ray 1.95 2022-01-04 54.31 0.91 0.05 ok
7DU8_A P07949 Proto-oncogene tyrosine-protein kinase rec X-ray 2.75 2021-01-08 78.81 0.94 0.05 ok
7O4G_A O15305 Phosphomannomutase 2 X-ray 2.66 2021-04-06 96.44 0.95 0.05 ok
7DUU_A F6IQA6 MHC class I antigen X-ray 2.51 2021-01-11 88.06 0.95 0.04 ok
7TN0_E Q9BYF1 Angiotensin-converting enzyme 2 X-ray 2.85 2022-01-20 90.69 0.95 0.04 ok
7LI5_A E9PKB7 Transcriptional enhancer factor TEF-1 X-ray 1.68 2021-01-26 75.12 0.95 0.04 ok
7VJS_A Q3KRA9 Alpha-ketoglutarate-dependent dioxygenase X-ray 1.79 2021-09-28 91.06 0.96 0.04 ok
7DXF_A Q9Y210 Short transient receptor potential channel EM 2.90 2021-01-18 76.69 0.95 0.04 ok
7DUU_D P43631 Killer cell immunoglobulin-like receptor 2 X-ray 2.51 2021-01-11 80.62 0.95 0.04 ok
7DXB_A Q13507 Short transient receptor potential channel EM 2.70 2021-01-18 78.31 0.95 0.04 ok
7TLZ_J P0DTC2 Spike glycoprotein EM 3.30 2022-01-19 67.14 0.95 0.04 ok
7WK5_A Q9BYF1 Angiotensin-converting enzyme 2 EM 3.66 2022-01-08 90.69 0.96 0.03 ok
7E0B_A Q96L92 Sorting nexin-27 X-ray 1.29 2021-01-27 83.62 0.96 0.03 ok
7SZL_A Q9NP60 X-linked interleukin-1 receptor accessory X-ray 2.30 2021-11-28 75.12 0.96 0.03 ok
7QDR_C Q9GZS3 WD repeat-containing protein 61 EM 3.70 2021-11-29 96.44 0.97 0.03 ok
7QDS_C Q9GZS3 WD repeat-containing protein 61 EM 3.80 2021-11-30 96.44 0.97 0.03 ok
7Q6H_AAA P52333 Tyrosine-protein kinase JAK3 X-ray 1.75 2021-11-07 85.69 0.97 0.03 ok
7DKM_A O43175 D-3-phosphoglycerate dehydrogenase X-ray 1.70 2020-11-25 92.94 0.97 0.02 ok
7W0G_A Q03181 Peroxisome proliferator-activated receptor X-ray 2.44 2021-11-18 82.88 0.97 0.02 ok
7WK6_A Q9BYF1 Angiotensin-converting enzyme 2 EM 3.67 2022-01-08 90.69 0.98 0.02 ok
7DXC_A Q13507 Short transient receptor potential channel EM 3.06 2021-01-18 78.31 0.97 0.02 ok
7WK4_A Q9BYF1 Angiotensin-converting enzyme 2 EM 3.69 2022-01-08 90.69 0.98 0.02 ok
7DYW_A Q8N371 Bifunctional peptidase and arginyl-hydroxy X-ray 2.13 2021-01-23 88.88 0.98 0.02 ok
7Q7W_A O60674 Tyrosine-protein kinase JAK2 X-ray 1.85 2021-11-09 86.88 0.98 0.02 ok
7Q7K_A O60674 Tyrosine-protein kinase JAK2 X-ray 1.61 2021-11-09 86.88 0.98 0.02 ok
7MP3_A Q14451 Growth factor receptor-bound protein 7 X-ray 2.55 2021-05-04 78.00 0.98 0.02 ok
7Q7L_A O60674 Tyrosine-protein kinase JAK2 X-ray 1.97 2021-11-09 86.88 0.98 0.02 ok
7Q7I_A O60674 Tyrosine-protein kinase JAK2 X-ray 1.78 2021-11-09 86.88 0.98 0.01 ok
7DUU_B P61769 Beta-2-microglobulin X-ray 2.51 2021-01-11 94.06 0.99 0.01 ok
7DYX_A Q8N371 Bifunctional peptidase and arginyl-hydroxy X-ray 2.27 2021-01-23 88.88 0.99 0.01 ok
7DXE_A Q13507 Short transient receptor potential channel EM 3.20 2021-01-18 78.31 0.99 0.01 ok
7TGQ_A Q7Z2W4 Zinc finger CCCH-type antiviral protein 1 X-ray 2.00 2022-01-09 69.44 0.99 0.01 ok
7SBN_A O94925 Isoform 3 of Glutaminase kidney isoform, m X-ray 2.14 2021-09-25 80.19 0.99 0.01 ok
7KHM_A Q5W0Z9 Isoform 4 of Palmitoyltransferase ZDHHC20 X-ray 2.88 2020-10-21 85.38 0.99 0.01 ok
7JM5_A O94953 Lysine-specific demethylase 4B X-ray 2.70 2020-07-31 69.50 0.99 0.01 ok
7JZP_A Q9HD26 Golgi-associated PDZ and coiled-coil motif X-ray 1.95 2020-09-02 69.12 0.99 0.01 ok
7SGM_A P29965 CD40 ligand X-ray 2.00 2021-10-06 82.62 0.99 0.01 ok
7M26_A P00918 Carbonic anhydrase 2 X-ray 1.30 2021-03-16 97.38 0.99 0.01 ok
7M24_A P00918 Carbonic anhydrase 2 X-ray 1.30 2021-03-16 97.38 0.99 0.01 ok
7M23_A P00918 Carbonic anhydrase 2 X-ray 1.30 2021-03-16 97.38 0.99 0.01 ok
7SBM_A O94925 Isoform 3 of Glutaminase kidney isoform, m X-ray 2.80 2021-09-25 80.19 0.99 0.01 ok
7DYT_A Q8N371 Bifunctional peptidase and arginyl-hydroxy X-ray 1.62 2021-01-23 88.88 0.99 0.00 ok
7DYV_A Q8N371 Bifunctional peptidase and arginyl-hydroxy X-ray 1.92 2021-01-23 88.88 1.00 0.00 ok
7KPF_A P22392 Nucleoside diphosphate kinase B X-ray 2.23 2020-11-11 97.62 1.00 0.00 ok
7DYU_A Q8N371 Bifunctional peptidase and arginyl-hydroxy X-ray 1.72 2021-01-23 88.88 1.00 0.00 ok

Click a column header to sort. FRAUD = confidence-weighted error; a structure is flagged confidently wrong when mean pLDDT > 70 yet TM-score < 0.5.